{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d4ea086",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.width', 1000)\n",
    "import os\n",
    "import glob\n",
    "import pickle\n",
    "from datetime import datetime, timedelta\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "plt.tight_layout()\n",
    "import matplotlib\n",
    "matplotlib.rcParams.update({'font.size': 14})\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e297f81c-88e6-4ba2-983f-15a705231b3f",
   "metadata": {},
   "source": [
    "## Read the final saved dataframes containing features and targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3c0883e9-e7d2-445d-a628-ca409d047782",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 77) (500, 77)\n"
     ]
    }
   ],
   "source": [
    "with open('model/df_train.pickle', 'rb') as handle:\n",
    "    df_train = pickle.load(handle)\n",
    "\n",
    "with open('model/df_test.pickle', 'rb') as handle:\n",
    "    df_test = pickle.load(handle)\n",
    "\n",
    "print(df_train.shape, df_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3b4b47cf-dd8e-4605-881c-d20bc84a69cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_overall</th>\n",
       "      <th>feature_revenue_1</th>\n",
       "      <th>feature_revenue_2</th>\n",
       "      <th>feature_revenue_3</th>\n",
       "      <th>feature_profit_1</th>\n",
       "      <th>feature_profit_2</th>\n",
       "      <th>feature_debt_1</th>\n",
       "      <th>feature_cashflow_2</th>\n",
       "      <th>feature_dividend</th>\n",
       "      <th>feature_management_1</th>\n",
       "      <th>feature_management_2</th>\n",
       "      <th>feature_industry_1</th>\n",
       "      <th>feature_industry_2</th>\n",
       "      <th>feature_research</th>\n",
       "      <th>feature_guidance</th>\n",
       "      <th>feature_leadership</th>\n",
       "      <th>feature_macro</th>\n",
       "      <th>feature_diversification</th>\n",
       "      <th>feature_customerbase</th>\n",
       "      <th>feature_esg</th>\n",
       "      <th>feature_competition_1</th>\n",
       "      <th>feature_competition_2</th>\n",
       "      <th>feature_ip</th>\n",
       "      <th>feature_digitaltransformation</th>\n",
       "      <th>feature_regulations</th>\n",
       "      <th>feature_onlinepresence</th>\n",
       "      <th>feature_legal</th>\n",
       "      <th>meta_symbol</th>\n",
       "      <th>meta_report_date</th>\n",
       "      <th>target_max</th>\n",
       "      <th>target_min</th>\n",
       "      <th>target_3m</th>\n",
       "      <th>target_6m</th>\n",
       "      <th>target_9m</th>\n",
       "      <th>target_12m</th>\n",
       "      <th>sp500_max</th>\n",
       "      <th>sp500_min</th>\n",
       "      <th>sp500_3m</th>\n",
       "      <th>sp500_6m</th>\n",
       "      <th>sp500_9m</th>\n",
       "      <th>sp500_12m</th>\n",
       "      <th>report_date</th>\n",
       "      <th>start_date</th>\n",
       "      <th>end_date</th>\n",
       "      <th>symbol</th>\n",
       "      <th>era</th>\n",
       "      <th>target_max_normalised</th>\n",
       "      <th>target_min_normalised</th>\n",
       "      <th>target_3m_normalised</th>\n",
       "      <th>target_6m_normalised</th>\n",
       "      <th>target_9m_normalised</th>\n",
       "      <th>target_12m_normalised</th>\n",
       "      <th>target_custom_1</th>\n",
       "      <th>target_custom_2</th>\n",
       "      <th>target_custom_3</th>\n",
       "      <th>target_custom_4</th>\n",
       "      <th>target_custom_5</th>\n",
       "      <th>target_custom_6</th>\n",
       "      <th>target_custom_7</th>\n",
       "      <th>target_custom_8</th>\n",
       "      <th>target_custom_9</th>\n",
       "      <th>target_custom_10</th>\n",
       "      <th>target_custom_11</th>\n",
       "      <th>target_custom_12</th>\n",
       "      <th>target_custom_13</th>\n",
       "      <th>target_custom_14</th>\n",
       "      <th>target_custom_15</th>\n",
       "      <th>target_custom_16</th>\n",
       "      <th>target_custom_17</th>\n",
       "      <th>target_custom_18</th>\n",
       "      <th>target_custom_19</th>\n",
       "      <th>target_custom_20</th>\n",
       "      <th>target_custom_21</th>\n",
       "      <th>target_custom_22</th>\n",
       "      <th>target_custom_23</th>\n",
       "      <th>target_custom_24</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.70</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.80</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.30</td>\n",
       "      <td>TILE</td>\n",
       "      <td>2005-03-17</td>\n",
       "      <td>60.052497</td>\n",
       "      <td>-17.971160</td>\n",
       "      <td>2.228078</td>\n",
       "      <td>15.727405</td>\n",
       "      <td>15.334197</td>\n",
       "      <td>71.952808</td>\n",
       "      <td>9.082529</td>\n",
       "      <td>-2.675466</td>\n",
       "      <td>2.802880</td>\n",
       "      <td>3.712679</td>\n",
       "      <td>7.514906</td>\n",
       "      <td>10.072817</td>\n",
       "      <td>2005-03-17</td>\n",
       "      <td>2005-03-19</td>\n",
       "      <td>2006-03-15</td>\n",
       "      <td>TILE</td>\n",
       "      <td>2005</td>\n",
       "      <td>1.082687</td>\n",
       "      <td>-0.777537</td>\n",
       "      <td>-0.093806</td>\n",
       "      <td>0.448650</td>\n",
       "      <td>0.214027</td>\n",
       "      <td>1.483677</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.833</td>\n",
       "      <td>TILE_2005-03-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.70</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>GM</td>\n",
       "      <td>2012-02-27</td>\n",
       "      <td>14.842408</td>\n",
       "      <td>-25.734063</td>\n",
       "      <td>-13.758658</td>\n",
       "      <td>-16.487339</td>\n",
       "      <td>-8.339753</td>\n",
       "      <td>10.184441</td>\n",
       "      <td>10.738236</td>\n",
       "      <td>-4.215044</td>\n",
       "      <td>-3.504489</td>\n",
       "      <td>3.500815</td>\n",
       "      <td>-0.424700</td>\n",
       "      <td>11.324021</td>\n",
       "      <td>2012-02-27</td>\n",
       "      <td>2012-02-29</td>\n",
       "      <td>2013-02-13</td>\n",
       "      <td>GM</td>\n",
       "      <td>2012</td>\n",
       "      <td>-0.429552</td>\n",
       "      <td>-1.066219</td>\n",
       "      <td>-0.918954</td>\n",
       "      <td>-1.241205</td>\n",
       "      <td>-0.846209</td>\n",
       "      <td>-0.429552</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>GM_2012-02-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.80</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.30</td>\n",
       "      <td>HSY</td>\n",
       "      <td>2015-02-20</td>\n",
       "      <td>-3.129790</td>\n",
       "      <td>-19.199837</td>\n",
       "      <td>-11.239747</td>\n",
       "      <td>-17.414022</td>\n",
       "      <td>-16.792799</td>\n",
       "      <td>-12.235398</td>\n",
       "      <td>0.776786</td>\n",
       "      <td>-11.599504</td>\n",
       "      <td>0.777383</td>\n",
       "      <td>-10.259945</td>\n",
       "      <td>-0.972670</td>\n",
       "      <td>-8.525538</td>\n",
       "      <td>2015-02-20</td>\n",
       "      <td>2015-02-22</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>HSY</td>\n",
       "      <td>2015</td>\n",
       "      <td>-2.185070</td>\n",
       "      <td>-0.169085</td>\n",
       "      <td>-1.219954</td>\n",
       "      <td>-0.900825</td>\n",
       "      <td>-0.866134</td>\n",
       "      <td>-0.287650</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>HSY_2015-02-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>VNDA</td>\n",
       "      <td>2011-03-10</td>\n",
       "      <td>8.983427</td>\n",
       "      <td>-38.403313</td>\n",
       "      <td>-3.591157</td>\n",
       "      <td>-23.756904</td>\n",
       "      <td>-30.801100</td>\n",
       "      <td>-38.259669</td>\n",
       "      <td>5.345030</td>\n",
       "      <td>-13.301959</td>\n",
       "      <td>-1.960061</td>\n",
       "      <td>-8.522897</td>\n",
       "      <td>-2.729117</td>\n",
       "      <td>4.338200</td>\n",
       "      <td>2011-03-10</td>\n",
       "      <td>2011-03-12</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>VNDA</td>\n",
       "      <td>2011</td>\n",
       "      <td>-0.415910</td>\n",
       "      <td>-1.057910</td>\n",
       "      <td>-0.498859</td>\n",
       "      <td>-0.825144</td>\n",
       "      <td>-1.129836</td>\n",
       "      <td>-1.852326</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.167</td>\n",
       "      <td>VNDA_2011-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.70</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.85</td>\n",
       "      <td>HMN</td>\n",
       "      <td>2002-03-29</td>\n",
       "      <td>6.749484</td>\n",
       "      <td>-39.485365</td>\n",
       "      <td>-15.582636</td>\n",
       "      <td>-31.782225</td>\n",
       "      <td>-29.122881</td>\n",
       "      <td>-36.831132</td>\n",
       "      <td>-1.784438</td>\n",
       "      <td>-30.161708</td>\n",
       "      <td>-13.668954</td>\n",
       "      <td>-25.432171</td>\n",
       "      <td>-22.159721</td>\n",
       "      <td>-23.706111</td>\n",
       "      <td>2002-03-29</td>\n",
       "      <td>2002-03-31</td>\n",
       "      <td>2003-03-25</td>\n",
       "      <td>HMN</td>\n",
       "      <td>2002</td>\n",
       "      <td>-0.455934</td>\n",
       "      <td>-0.652525</td>\n",
       "      <td>-0.833279</td>\n",
       "      <td>-0.861319</td>\n",
       "      <td>-0.805879</td>\n",
       "      <td>-0.968464</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.167</td>\n",
       "      <td>0.333</td>\n",
       "      <td>HMN_2002-03-29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   feature_overall  feature_revenue_1  feature_revenue_2  feature_revenue_3  feature_profit_1  feature_profit_2  feature_debt_1  feature_cashflow_2  feature_dividend  feature_management_1  feature_management_2  feature_industry_1  feature_industry_2  feature_research  feature_guidance  feature_leadership  feature_macro  feature_diversification  feature_customerbase  feature_esg  feature_competition_1  feature_competition_2  feature_ip  feature_digitaltransformation  feature_regulations  feature_onlinepresence  feature_legal meta_symbol meta_report_date  target_max  target_min  target_3m  target_6m  target_9m  target_12m  sp500_max  sp500_min   sp500_3m   sp500_6m   sp500_9m  sp500_12m report_date start_date   end_date symbol   era  target_max_normalised  target_min_normalised  target_3m_normalised  target_6m_normalised  target_9m_normalised  target_12m_normalised  target_custom_1  target_custom_2  target_custom_3  target_custom_4  target_custom_5  target_custom_6  target_custom_7  \\\n",
       "0             0.70                0.5                0.9               0.80               0.8              0.90             0.5                 0.8               0.4                   0.8                  0.70                 0.8                0.85              0.00               0.7                 0.9            0.7                      0.9                  0.80         1.00                    0.6                    0.8        0.70                            0.7                 0.00                     0.7           0.30        TILE       2005-03-17   60.052497  -17.971160   2.228078  15.727405  15.334197   71.952808   9.082529  -2.675466   2.802880   3.712679   7.514906  10.072817  2005-03-17 2005-03-19 2006-03-15   TILE  2005               1.082687              -0.777537             -0.093806              0.448650              0.214027               1.483677             1.00             0.75            1.000            0.667             0.25             0.25            0.167   \n",
       "1             0.70                0.7                0.7               0.90               0.0              0.80             0.5                 0.8               0.2                   0.8                  0.80                 0.7                0.80              0.65               0.8                 0.7            0.6                      0.8                  0.75         0.80                    0.7                    0.7        0.80                            0.7                 0.50                     0.0           0.20          GM       2012-02-27   14.842408  -25.734063 -13.758658 -16.487339  -8.339753   10.184441  10.738236  -4.215044  -3.504489   3.500815  -0.424700  11.324021  2012-02-27 2012-02-29 2013-02-13     GM  2012              -0.429552              -1.066219             -0.918954             -1.241205             -0.846209              -0.429552             0.25             0.50            0.333            0.500             0.00             0.25            0.000   \n",
       "2             0.80                0.7                0.7               0.60               0.7              0.85             0.3                 0.6               0.8                   0.8                  0.75                 0.4                0.70              0.80               0.7                 0.2            0.6                      0.8                  0.80         0.85                    0.7                    0.6        0.90                            0.8                 0.80                     0.8           0.30         HSY       2015-02-20   -3.129790  -19.199837 -11.239747 -17.414022 -16.792799  -12.235398   0.776786 -11.599504   0.777383 -10.259945  -0.972670  -8.525538  2015-02-20 2015-02-22 2016-02-24    HSY  2015              -2.185070              -0.169085             -1.219954             -0.900825             -0.866134              -0.287650             0.00             0.00            0.000            0.000             0.50             0.50            0.500   \n",
       "3             0.45                0.0                0.0               0.75               0.0              0.80             0.7                 0.2               0.0                   0.7                  0.60                 0.2                0.70              0.70               0.3                 0.3            0.6                      0.0                  0.20         0.20                    0.3                    0.6        0.80                            0.7                 0.85                     0.0           0.50        VNDA       2011-03-10    8.983427  -38.403313  -3.591157 -23.756904 -30.801100  -38.259669   5.345030 -13.301959  -1.960061  -8.522897  -2.729117   4.338200  2011-03-10 2011-03-12 2012-03-07   VNDA  2011              -0.415910              -1.057910             -0.498859             -0.825144             -1.129836              -1.852326             0.25             0.50            0.333            0.500             0.00             0.25            0.167   \n",
       "4             0.70                0.7                0.4               0.75               0.8              0.60             0.3                 0.6               0.8                   0.8                  0.90                 0.8                0.80              0.00               0.6                 0.6            0.7                      0.8                  0.80         0.00                    0.7                    0.9        0.85                            0.7                 0.00                     0.8           0.85         HMN       2002-03-29    6.749484  -39.485365 -15.582636 -31.782225 -29.122881  -36.831132  -1.784438 -30.161708 -13.668954 -25.432171 -22.159721 -23.706111  2002-03-29 2002-03-31 2003-03-25    HMN  2002              -0.455934              -0.652525             -0.833279             -0.861319             -0.805879              -0.968464             0.25             0.50            0.333            0.500             0.25             0.50            0.167   \n",
       "\n",
       "   target_custom_8  target_custom_9  target_custom_10  target_custom_11  target_custom_12  target_custom_13  target_custom_14  target_custom_15  target_custom_16  target_custom_17  target_custom_18  target_custom_19  target_custom_20  target_custom_21  target_custom_22  target_custom_23  target_custom_24               id  \n",
       "0            0.333             0.50              0.50             0.500             0.500              0.75              0.50             0.667             0.500              0.50              0.50             0.667             0.500              1.00              0.75             1.000             0.833  TILE_2005-03-17  \n",
       "1            0.333             0.00              0.25             0.167             0.333              0.00              0.25             0.000             0.333              0.00              0.25             0.167             0.333              0.25              0.50             0.333             0.500    GM_2012-02-27  \n",
       "2            0.500             0.00              0.25             0.000             0.333              0.00              0.25             0.167             0.333              0.00              0.25             0.167             0.333              0.25              0.50             0.333             0.500   HSY_2015-02-20  \n",
       "3            0.333             0.25              0.50             0.333             0.500              0.25              0.25             0.167             0.333              0.00              0.25             0.000             0.333              0.00              0.00             0.000             0.167  VNDA_2011-03-10  \n",
       "4            0.500             0.25              0.25             0.167             0.333              0.00              0.25             0.167             0.333              0.25              0.25             0.167             0.333              0.00              0.25             0.167             0.333   HMN_2002-03-29  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dd1bb4a5-242e-4311-95c2-cdff32b72f00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2002,\n",
       " 2003,\n",
       " 2004,\n",
       " 2005,\n",
       " 2006,\n",
       " 2007,\n",
       " 2008,\n",
       " 2009,\n",
       " 2010,\n",
       " 2011,\n",
       " 2012,\n",
       " 2013,\n",
       " 2014,\n",
       " 2015,\n",
       " 2016,\n",
       " 2017]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(df_train.era.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "081a4359-f3b1-4b9e-a93c-7ba8ad3d0bd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2018, 2019, 2020, 2021, 2022]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(df_test.era.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8d79e4c2-7cd9-4f51-b6a5-969b8e84507d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_cols = [c for c in df_train.columns if c.startswith('feature')]\n",
    "len(feature_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "963f4ea0-d8e5-4c45-87f8-215d6edcd4ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.75, 0.5 , 0.  , 0.25, 1.  ], dtype=float32)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# target_custom_22 corresponds to target created from 12 month normalised returns per year (aka era) and then binned\n",
    "# refer make_targets.py for more details\n",
    "df_train['target_custom_22'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6e77a2e0-f189-42db-8b88-c2dcf5fbc260",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.75, 0.5 , 0.  , 0.25, 1.  ], dtype=float32)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# target_custom_2 corresponds to target created from max normalised returns in the span of 12 months per year (aka era) and then binned\n",
    "# refer make_targets.py for more details\n",
    "df_train['target_custom_2'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "891cc728-33d1-4b53-be56-30ea02f3aaed",
   "metadata": {},
   "source": [
    "**Note**: '12 month normalised' returns refers to returns during the period between 2 successive annual report filings.\n",
    "'max normalised returns' also refers to the same period but calculates returns from the annual report date to the date \n",
    "when max return ($98^{th}$ percentile) was achieved during that period"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fffb682-3272-4bf1-a1ad-1043ef43b3b8",
   "metadata": {},
   "source": [
    "## Linear Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7c7b6b9b-9ca5-438f-b1a2-68fc470baa8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "reg_12m = LinearRegression(positive=True).fit(df_train[feature_cols], \n",
    "                                           df_train['target_custom_22'])\n",
    "reg_max = LinearRegression(positive=True).fit(df_train[feature_cols], \n",
    "                                           df_train['target_custom_2'])\n",
    "\n",
    "df_test['pred_reg_12m'] = reg_12m.predict(df_test[feature_cols])\n",
    "df_test['pred_reg_max'] = reg_max.predict(df_test[feature_cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5b1a7c8e-ab70-4efb-b11c-67d180b92907",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.05887064, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.04410398,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.04454653,\n",
       "       0.        , 0.        , 0.02784737, 0.03985874, 0.00051874,\n",
       "       0.        , 0.        , 0.00249217, 0.        , 0.        ,\n",
       "       0.06604518, 0.02632756])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_12m.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "41436190-3f73-49b5-8d04-84309995de99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.00340838, 0.        , 0.        , 0.00490737, 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.01545072,\n",
       "       0.        , 0.        , 0.01442009, 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.0083701 , 0.        , 0.        ,\n",
       "       0.04991859, 0.06003111])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_max.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f9ba32a-eccb-4960-8788-db3eb181c4c0",
   "metadata": {},
   "source": [
    "## Analyse top predicted stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d88eca6b-46bb-4b97-85b9-e1bffc3f175b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_returns(df_test, top_k, returns_col, pred_col):\n",
    "    '''\n",
    "    Function to calculate the mean returns across all years.\n",
    "    Finds out the top predicted stocks each year and then computes mean returns.\n",
    "    Args:\n",
    "        df_test: Test df containing the return column and the predicted column.\n",
    "        top_k: Top 'k' stocks to select based on 'pred_col'.\n",
    "        returns_col: Column containing the raw returns for that period.\n",
    "        pred_col: Column containing the prediction of the ML model.\n",
    "    Returns:\n",
    "        Dictionary with Mean returns of predicted stocks and the S&P500 index for the same duration.\n",
    "        Results are averaged across all years.\n",
    "    '''\n",
    "    ret_dict = {}\n",
    "    #Get list of top_k predicted stocks for each year (aka era)\n",
    "    top_pred_id_list = list(df_test.groupby('era', group_keys=False).apply(lambda d: d.sort_values(by=pred_col, ascending=False).iloc[:top_k]['id']))\n",
    "    \n",
    "    #Filter the df to contain only top_k predicted stocks\n",
    "    df_toppred = df_test.loc[lambda x: x['id'].isin(top_pred_id_list)].sort_values(by='era')\n",
    "\n",
    "    #Compute the average returns in each year. The resulting df will contain percent returns for each year. \n",
    "    returns_agg_df = df_toppred.loc[:, ['era', 'sp500_{}'.format(returns_col), 'target_{}'.format(returns_col)]].groupby('era').agg('mean')\n",
    "\n",
    "    ret_dict['top_k'] = top_k\n",
    "    #Calculate average percent returns across all years.\n",
    "    ret_dict['sp500_mean'] = returns_agg_df['sp500_{}'.format(returns_col)].mean()\n",
    "    ret_dict['gpt_mean'] = returns_agg_df['target_{}'.format(returns_col)].mean()\n",
    "    return ret_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "944131de-0351-4d57-8617-55191c2a6d2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Find top stocks based on prediction by 'reg_12m' model.\n",
    "#Calculate returns for entire 12 month duration\n",
    "df_eval_12m = pd.DataFrame()\n",
    "\n",
    "#k denotes the number of top stocks to be selected per year.\n",
    "for k in range(1, 21):\n",
    "    curr_df = pd.DataFrame.from_dict(calc_returns(df_test, k, returns_col='12m', pred_col='pred_reg_12m'), orient='index').T\n",
    "    curr_df.set_index('top_k', inplace=True)\n",
    "    df_eval_12m = pd.concat([df_eval_12m, curr_df], ignore_index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8da5359c-40f8-48f8-a7c3-3f2f08a67b9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_eval_12m.loc[:, ['sp500_mean', 'gpt_mean']].plot(figsize=(9,6))\n",
    "plt.grid()\n",
    "plt.title(\"Mean 12 Month Returns for Top 'k' Selected Stocks\\nPredicted Using 12 Month Target\")\n",
    "plt.ylabel('% Returns')\n",
    "plt.ylim(0, 30)\n",
    "plt.xticks(range(0, 21, 1))\n",
    "plt.xlabel('Top k Selected Stocks')\n",
    "plt.savefig(\"plots/12mReturns_12mTarget.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c10f44e0-9612-4956-a49a-58edaac39b89",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Find top stocks based on prediction by 'reg_max' model.\n",
    "#Calculate returns for entire 12 month duration\n",
    "df_eval_max = pd.DataFrame()\n",
    "\n",
    "#k denotes the number of top stocks to be selected per year.\n",
    "for k in range(1, 21):\n",
    "    curr_df = pd.DataFrame.from_dict(calc_returns(df_test, k, returns_col='12m', pred_col='pred_reg_max'), orient='index').T\n",
    "    curr_df.set_index('top_k', inplace=True)\n",
    "    df_eval_max = pd.concat([df_eval_max, curr_df], ignore_index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "142e7a3b-293b-4c44-add5-3890c4fc7308",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_eval_max.loc[:, ['sp500_mean', 'gpt_mean']].plot(figsize=(9,6))\n",
    "plt.grid()\n",
    "plt.title(\"Mean 12 Month Returns for Top 'k' Selected Stocks\\nPredicted Using Max Returns Target\")\n",
    "plt.ylabel('% Returns')\n",
    "plt.ylim(0, 25)\n",
    "plt.xticks(range(0, 21, 1))\n",
    "plt.xlabel('Top k Selected Stocks')\n",
    "plt.savefig(\"plots/12mReturns_maxTarget.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4805207d-ed8d-4027-9f94-198195cb510e",
   "metadata": {},
   "source": [
    "## Calculate Value of $1 invested at start of 2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "eec0aba4-7579-43f7-9a77-4bbe402a2995",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_accumulated_value(df_test, top_k, returns_col, pred_col, title):\n",
    "    top_pred_id_list = list(df_test.groupby('era', group_keys=False).apply(lambda d: d.sort_values(by=pred_col, ascending=False)\\\n",
    "                                                                           .iloc[:top_k]['id']))\n",
    "    df_toppred = df_test.loc[lambda x: x['id'].isin(top_pred_id_list)].sort_values(by='era')\n",
    "\n",
    "    account_sp500 = [1]\n",
    "    account_gpt = [1]\n",
    "    for era_tuple in df_toppred.groupby('era'):\n",
    "        era = era_tuple[0]\n",
    "        era_df = era_tuple[1]\n",
    "        sp500_returns = era_df['sp500_{}'.format(returns_col)].mean()\n",
    "        gpt_returns = era_df['target_{}'.format(returns_col)].mean()\n",
    "        #Compute new account value based on current percent returns\n",
    "        new_account_sp500 = account_sp500[-1] * (1 + sp500_returns/100.0)\n",
    "        new_account_gpt = account_gpt[-1] * (1 + gpt_returns/100.0)\n",
    "        account_sp500.append(new_account_sp500)\n",
    "        account_gpt.append(new_account_gpt)\n",
    "\n",
    "    fig, ax = plt.subplots(1,1, figsize=(9,7))\n",
    "    ax.plot(range(2018, 2024), account_sp500, label='S&P 500')\n",
    "    ax.plot(range(2018, 2024), account_gpt, label='GPT')\n",
    "    ax.set_ylabel('Cumulative Amount')\n",
    "    ax.set_xlabel('Year')\n",
    "    ax.set_title(title)\n",
    "    ax.grid()\n",
    "    ax.legend()\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "329336e9-ae0f-4908-bb2f-0d83f5bb5539",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_accumulated_value(df_test, 5, returns_col='12m', pred_col='pred_reg_12m',\n",
    "                                title='Cumulative 12-month Returns on a $1 Investment\\nfor the Top 5 Predicted Stocks\\nDetermined based on the 12 Month Target')\n",
    "ax.set_ylim(1, 2.5)\n",
    "ax.legend(loc='upper left')\n",
    "fig.savefig('plots/cumulative_12mReturns_12mTarget.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3a940d8c-8484-49b5-bfaa-98cda52002d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_accumulated_value(df_test, 5, returns_col='12m', pred_col='pred_reg_max',\n",
    "                                title='Cumulative 12-month Returns on a $1 Investment\\nfor the Top 5 Predicted Stocks\\nDetermined based on the Max Returns Target')\n",
    "ax.set_ylim(1, 2.5)\n",
    "ax.legend(loc='upper left')\n",
    "fig.savefig('plots/cumulative_12mReturns_maxTarget.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d92291f2-ac21-4aae-bcd3-6d26e4c6900f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_accumulated_value(df_test, 5, returns_col='max', pred_col='pred_reg_12m',\n",
    "                                title='Cumulative Max Returns on a $1 Investment\\nfor the Top 5 Predicted Stocks\\nDetermined based on the 12 Month Target')\n",
    "ax.set_ylim(1, 4)\n",
    "ax.legend(loc='upper left')\n",
    "fig.savefig('plots/cumulative_maxReturns_12mTarget.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "afa5095a-712b-45c7-9350-0d2ac3bb79c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_accumulated_value(df_test, 5, returns_col='max', pred_col='pred_reg_max',\n",
    "                                title='Cumulative Max Returns on a $1 Investment\\nfor the Top 5 Predicted Stocks\\nDetermined based on the Max Returns Target')\n",
    "ax.set_ylim(1, 4)\n",
    "ax.legend(loc='upper left')\n",
    "fig.savefig('plots/cumulative_maxReturns_maxTarget.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07ef1a89-3e97-4ca4-8d5f-33fe106f69d8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
